Travel, Hospitality & Dining
🟢 SERP-Grounded (Light Telemetry)
Oceania Cruises
Programmatic AI Search & Model Visibility Audit
Share of Model (SOM)The percentage of time frontier AI models (ChatGPT, Claude, Gemini) recommend this brand for high-intent category queries.
42.0%
+5.5% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe contextual sentiment of the AI's recommendation. 'Dominant' implies strong conviction, while 'Vulnerable' implies the model heavily conditions its recommendation.
Algorithmic Threat Detection
Primary Competitor Threat
Viking Cruises
Competitor Displacement Rate
38.0%
Competitors are displacing Oceania Cruises in 38.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Focus on destination-intensive itineraries and premium onboard experience attracts a discerning clientele. Competitors are actively expanding similar offerings.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[cruiseratings.com][travelandleisure.com]⚠️ Identified Vulnerability:Itinerary Focus
Primary Threat Identified:Viking Cruises
Target Persona:Sophisticated Cruisers
🚨 Threat Velocity:7/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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